A Survival Guide for the 1:200 Agent Job Market

What it does AgentGuide is a curated learning roadmap and interview-prep repository for developers breaking into AI Agent roles. It explicitly styles itself after the classic JavaGuide, but replaces Java stacks with LangGraph, MCP, GraphRAG, and post-training recipes like GRPO. The project gathers existing papers, courses, and tools, then sequences them into a six-step path from choosing a track to surviving technical screens.

The interesting bit The guide is unapologetically mercenary. Every topic is annotated with how it shows up in interviews and how to phrase it on a resume. It also splits the field into two distinct job tracks—algorithm research versus engineering harness—treating them as separate careers rather than pretending one generic “AI developer” role still exists.

Key highlights

• Curates rather than duplicates existing resources, claiming to “stand on the shoulders of giants”
• Covers a three-layer stack: Agent applications (CrewAI, AutoGen), harness engineering (context compression, sandboxing), and data/eval/training (DPO, SFT, tool-use data synthesis)
• Includes a claimed 1000+ interview questions and resume-ready projects such as Paper Agent and Web Agent
• Maintains separate timelines for algorithm (10–15 weeks) and engineering (8–12 weeks) specializations
• Authored by a working large-model algorithm engineer, which explains the heavy focus on resume screens and offer negotiation

Caveats

• The repository is primarily documentation and links; the included projects appear to be tutorial-grade implementations rather than production frameworks
• Most content is in Chinese, making it far less useful if you are not targeting that job market
• Several project listings use placeholder names like “XXXAgent,” suggesting the catalog is still being populated

Verdict Bookmark it if you are a developer trying to transition into AI Agents and need someone to tell you exactly what to build for your portfolio. Skip it if you are looking for a deployable framework or if your job search is outside Chinese-speaking markets.